Abstract Point an AI coding agent at an unfamiliar codebase and ask it to explain the architecture, and for a few hundred files, it works beautifully. Point the same agent - with the same well-engineered prompt - at a ten-thousand-file enterprise Java monolith, and it quietly falls apart: the context window fills, compaction kicks in, the model starts forgetting details, and then it starts invent… more